Profiling Report

Dataset statistics

Number of variables	19
Number of observations	10336
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.5 MiB
Average record size in memory	152.0 B

Variable types

Numeric	19

Alerts

`agrprod` is highly overall correlated with `harvest` and 1 other fields	High correlation
`avgemployers` is highly overall correlated with `beforeschool` and 9 other fields	High correlation
`avgsalary` is highly overall correlated with `factoriescap` and 1 other fields	High correlation
`beforeschool` is highly overall correlated with `avgemployers` and 9 other fields	High correlation
`consnewareas` is highly overall correlated with `avgemployers` and 10 other fields	High correlation
`factoriescap` is highly overall correlated with `avgemployers` and 10 other fields	High correlation
`foodseats` is highly overall correlated with `avgemployers` and 9 other fields	High correlation
`funds` is highly overall correlated with `avgemployers` and 9 other fields	High correlation
`harvest` is highly overall correlated with `agrprod` and 3 other fields	High correlation
`hospitals` is highly overall correlated with `sportsvenue`	High correlation
`livestock` is highly overall correlated with `agrprod`	High correlation
`popsize` is highly overall correlated with `avgemployers` and 10 other fields	High correlation
`retailturnover` is highly overall correlated with `avgemployers` and 10 other fields	High correlation
`servicesnum` is highly overall correlated with `avgemployers` and 9 other fields	High correlation
`shoparea` is highly overall correlated with `avgemployers` and 9 other fields	High correlation
`sportsvenue` is highly overall correlated with `avgemployers` and 11 other fields	High correlation
`livarea` is highly skewed (γ1 = 54.15315213)	Skewed
`livestock` is highly skewed (γ1 = 56.88941897)	Skewed
`harvest` is highly skewed (γ1 = 33.84708554)	Skewed

Reproduction

Analysis started	2024-10-20 11:38:12.466538
Analysis finished	2024-10-20 11:38:30.344811
Duration	17.88 seconds
Software version	ydata-profiling vv4.11.0
Download configuration	config.json

saldo
Real number (ℝ)

Distinct	2105
Distinct (%)	20.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0018106226

Minimum	-0.20607266
Maximum	1
Zeros	16
Zeros (%)	0.2%
Negative	7284
Negative (%)	70.5%
Memory size	80.9 KiB

Quantile statistics

Minimum	-0.20607266
5-th percentile	-0.013658451
Q1	-0.0053878496
median	-0.0023666255
Q3	0.00070495229
95-th percentile	0.027625318
Maximum	1
Range	1.2060727
Interquartile range (IQR)	0.0060928019

Descriptive statistics

Standard deviation	0.035334775
Coefficient of variation (CV)	19.515263
Kurtosis	228.09835
Mean	0.0018106226
Median Absolute Deviation (MAD)	0.003046401
Skewness	11.938419
Sum	18.714595
Variance	0.0012485463
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.002568040484	34	0.3%
-0.001837911327	33	0.3%
-0.002492509882	33	0.3%
-0.002844986027	32	0.3%
-0.002542863617	32	0.3%
-0.003977945064	31	0.3%
-0.003172285304	31	0.3%
-0.001132959037	31	0.3%
-0.002391802412	31	0.3%
-0.004305244341	31	0.3%
Other values (2095)	10017	96.9%

Value	Count	Frequency (%)
-0.2060726604	1	< 0.1%
-0.1946675395	1	< 0.1%
-0.1790075279	1	< 0.1%
-0.1622145573	1	< 0.1%
-0.1553916262	1	< 0.1%
-0.1471839674	1	< 0.1%
-0.1436088522	1	< 0.1%
-0.1382713563	1	< 0.1%
-0.1292328608	1	< 0.1%
-0.1236687731	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.903673305	1	< 0.1%
0.8743422543	1	< 0.1%
0.7134117173	1	< 0.1%
0.7029884942	1	< 0.1%
0.6663309751	1	< 0.1%
0.5894659986	1	< 0.1%
0.5219668169	1	< 0.1%
0.4823384275	1	< 0.1%
0.4811299378	1	< 0.1%

popsize
Real number (ℝ)

High correlation

Distinct	9534
Distinct (%)	92.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.038002499

Minimum	0.002156701
Maximum	1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	80.9 KiB

Quantile statistics

Minimum	0.002156701
5-th percentile	0.0056107444
Q1	0.0099721277
median	0.016311512
Q3	0.030967514
95-th percentile	0.12874262
Maximum	1
Range	0.9978433
Interquartile range (IQR)	0.020995386

Descriptive statistics

Standard deviation	0.083633913
Coefficient of variation (CV)	2.2007477
Kurtosis	49.025699
Mean	0.038002499
Median Absolute Deviation (MAD)	0.0080630229
Skewness	6.3700961
Sum	392.79383
Variance	0.0069946314
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.008760290619	5	< 0.1%
0.006958528719	4	< 0.1%
0.007258104699	4	< 0.1%
0.01055159504	4	< 0.1%
0.007467254254	3	< 0.1%
0.01346677075	3	< 0.1%
0.00687732948	3	< 0.1%
0.01070845721	3	< 0.1%
0.006689094881	3	< 0.1%
0.02570325	3	< 0.1%
Other values (9524)	10301	99.7%

Value	Count	Frequency (%)
0.002156700998	1	< 0.1%
0.00221575499	1	< 0.1%
0.002272963545	1	< 0.1%
0.002357238512	1	< 0.1%
0.002382459488	1	< 0.1%
0.00239230182	1	< 0.1%
0.002419983379	1	< 0.1%
0.002434131731	1	< 0.1%
0.002452586103	1	< 0.1%
0.002490109994	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.9953298135	1	< 0.1%
0.9921273647	1	< 0.1%
0.9860263492	1	< 0.1%
0.9744757574	1	< 0.1%
0.9639869072	1	< 0.1%
0.9521902572	1	< 0.1%
0.9396505111	1	< 0.1%
0.9389486298	1	< 0.1%
0.9324576118	1	< 0.1%

avgemployers
Real number (ℝ)

High correlation

Distinct	7308
Distinct (%)	70.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.031093723

Minimum	0.00097913818
Maximum	1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	80.9 KiB

Quantile statistics

Minimum	0.00097913818
5-th percentile	0.0028514092
Q1	0.0055660918
median	0.010273232
Q3	0.022213095
95-th percentile	0.11433478
Maximum	1
Range	0.99902086
Interquartile range (IQR)	0.016647003

Descriptive statistics

Standard deviation	0.083177943
Coefficient of variation (CV)	2.6750719
Kurtosis	54.373109
Mean	0.031093723
Median Absolute Deviation (MAD)	0.0058075685
Skewness	6.717698
Sum	321.38472
Variance	0.0069185702
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.004397300754	8	0.1%
0.00447448507	8	0.1%
0.006163718961	6	0.1%
0.004527411459	6	0.1%
0.00573148679	6	0.1%
0.007469236537	6	0.1%
0.002851409165	6	0.1%
0.003978300181	6	0.1%
0.005698407798	6	0.1%
0.003329951925	6	0.1%
Other values (7298)	10272	99.4%

Value	Count	Frequency (%)
0.000979138182	1	< 0.1%
0.0009813434482	1	< 0.1%
0.0009945750452	1	< 0.1%
0.001069554095	1	< 0.1%
0.001073964628	1	< 0.1%
0.001082785692	1	< 0.1%
0.001109248886	1	< 0.1%
0.001111454153	1	< 0.1%
0.001113659419	1	< 0.1%
0.001122480483	2	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.9973051647	1	< 0.1%
0.9874454197	1	< 0.1%
0.987050677	1	< 0.1%
0.9820866229	1	< 0.1%
0.9757442773	1	< 0.1%
0.9748224761	1	< 0.1%
0.9726150046	1	< 0.1%
0.9536519208	1	< 0.1%
0.9505689587	1	< 0.1%

avgsalary
Real number (ℝ)

High correlation

Distinct	10193
Distinct (%)	98.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.063628951

Minimum	0.023724411
Maximum	1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	80.9 KiB

Quantile statistics

Minimum	0.023724411
5-th percentile	0.035787215
Q1	0.045613678
median	0.055640642
Q3	0.069443545
95-th percentile	0.11194763
Maximum	1
Range	0.97627559
Interquartile range (IQR)	0.023829867

Descriptive statistics

Standard deviation	0.042876101
Coefficient of variation (CV)	0.67384579
Kurtosis	153.2604
Mean	0.063628951
Median Absolute Deviation (MAD)	0.011490025
Skewness	10.136231
Sum	657.66884
Variance	0.00183836
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0401810864	3	< 0.1%
0.05097126186	2	< 0.1%
0.05641668427	2	< 0.1%
0.03847997173	2	< 0.1%
0.03606173597	2	< 0.1%
0.06440765956	2	< 0.1%
0.0588159705	2	< 0.1%
0.03833212596	2	< 0.1%
0.05248031519	2	< 0.1%
0.04670288131	2	< 0.1%
Other values (10183)	10315	99.8%

Value	Count	Frequency (%)
0.02372441074	1	< 0.1%
0.02566555272	1	< 0.1%
0.0267470574	1	< 0.1%
0.02720204339	1	< 0.1%
0.02810806756	1	< 0.1%
0.02811063364	1	< 0.1%
0.02874721926	1	< 0.1%
0.02882716257	1	< 0.1%
0.02911101066	1	< 0.1%
0.02914061929	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.9375356537	1	< 0.1%
0.9060972071	1	< 0.1%
0.8933398341	1	< 0.1%
0.8483208944	1	< 0.1%
0.8269553048	1	< 0.1%
0.763028292	1	< 0.1%
0.7158893743	1	< 0.1%
0.6681306491	1	< 0.1%
0.6509043463	1	< 0.1%

shoparea
Real number (ℝ)

High correlation

Distinct	9746
Distinct (%)	94.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.021842466

Minimum	0.00036467989
Maximum	1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	80.9 KiB

Quantile statistics

Minimum	0.00036467989
5-th percentile	0.0017099987
Q1	0.0032458922
median	0.0057977754
Q3	0.013263438
95-th percentile	0.083807405
Maximum	1
Range	0.99963532
Interquartile range (IQR)	0.010017546

Descriptive statistics

Standard deviation	0.066314429
Coefficient of variation (CV)	3.0360321
Kurtosis	65.231402
Mean	0.021842466
Median Absolute Deviation (MAD)	0.0032980114
Skewness	7.234666
Sum	225.76373
Variance	0.0043976035
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.04650245765	7	0.1%
0.004349815661	7	0.1%
0.01053564575	7	0.1%
0.001998648631	6	0.1%
0.005025376295	5	< 0.1%
0.002656234991	5	< 0.1%
0.0027034793	5	< 0.1%
0.007620515243	5	< 0.1%
0.002732831785	4	< 0.1%
0.009567178645	4	< 0.1%
Other values (9736)	10281	99.5%

Value	Count	Frequency (%)
0.000364679891	1	< 0.1%
0.0004088735201	2	< 0.1%
0.0004303519536	1	< 0.1%
0.0004926435334	1	< 0.1%
0.0004951582829	1	< 0.1%
0.000507938157	1	< 0.1%
0.0005330856511	1	< 0.1%
0.0005367959372	1	< 0.1%
0.0005369608388	1	< 0.1%
0.0005561306499	2	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.968890035	1	< 0.1%
0.9459370101	1	< 0.1%
0.9456731675	1	< 0.1%
0.9391405906	1	< 0.1%
0.9261972578	1	< 0.1%
0.8925913421	1	< 0.1%
0.8333520084	1	< 0.1%
0.8293313776	1	< 0.1%
0.7942897874	1	< 0.1%

foodseats
Real number (ℝ)

High correlation

Distinct	2989
Distinct (%)	28.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.027896343

Minimum	0
Maximum	1
Zeros	21
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	80.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0.0011362022
Q1	0.0036642522
median	0.0079392132
Q3	0.017824173
95-th percentile	0.11032524
Maximum	1
Range	1
Interquartile range (IQR)	0.01415992

Descriptive statistics

Standard deviation	0.080231856
Coefficient of variation (CV)	2.8760708
Kurtosis	54.35801
Mean	0.027896343
Median Absolute Deviation (MAD)	0.0053117455
Skewness	6.7321915
Sum	288.3366
Variance	0.0064371507
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.001136202244	51	0.5%
0.001704303366	45	0.4%
0.000568101122	45	0.4%
0.000852151683	39	0.4%
0.003834682573	39	0.4%
0.003550632012	38	0.4%
0.0009941769635	37	0.4%
0.003408606732	36	0.3%
0.00284050561	36	0.3%
0.001562278085	35	0.3%
Other values (2979)	9935	96.1%

Value	Count	Frequency (%)
0	21	0.2%
0.0001136202244	2	< 0.1%
0.0001420252805	5	< 0.1%
0.0002272404488	2	< 0.1%
0.0002414429768	1	< 0.1%
0.0002698480329	1	< 0.1%
0.000284050561	8	0.1%
0.0003408606732	12	0.1%
0.0003550632012	3	< 0.1%
0.0003692657293	5	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.9991194433	1	< 0.1%
0.9362590541	1	< 0.1%
0.9245277659	1	< 0.1%
0.8989206079	1	< 0.1%
0.8977560006	1	< 0.1%
0.8967902287	1	< 0.1%
0.8921602045	1	< 0.1%
0.8865218009	1	< 0.1%
0.8848174975	1	< 0.1%

retailturnover
Real number (ℝ)

High correlation

Distinct	10334
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.012322769

Minimum	6.9419753 × 10^-8
Maximum	1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	80.9 KiB

Quantile statistics

Minimum	6.9419753 × 10^-8
5-th percentile	0.00034483819
Q1	0.00092394594
median	0.0019521319
Q3	0.0053310939
95-th percentile	0.044617417
Maximum	1
Range	0.99999993
Interquartile range (IQR)	0.0044071479

Descriptive statistics

Standard deviation	0.048750562
Coefficient of variation (CV)	3.9561368
Kurtosis	103.3532
Mean	0.012322769
Median Absolute Deviation (MAD)	0.001310705
Skewness	8.9316348
Sum	127.36814
Variance	0.0023766173
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.001911794296	2	< 0.1%
0.001462893518	2	< 0.1%
0.001468562027	1	< 0.1%
0.02005398092	1	< 0.1%
0.006626755919	1	< 0.1%
0.001510084552	1	< 0.1%
0.001854768797	1	< 0.1%
0.002204747969	1	< 0.1%
0.002670411047	1	< 0.1%
0.003121409844	1	< 0.1%
Other values (10324)	10324	99.9%

Value	Count	Frequency (%)
6.941975335 × 10^-8	1	< 0.1%
2.401409245 × 10^-7	1	< 0.1%
4.170327405 × 10^-7	1	< 0.1%
1.711582585 × 10^-6	1	< 0.1%
2.52482214 × 10^-6	1	< 0.1%
2.891975502 × 10^-6	1	< 0.1%
2.956767272 × 10^-6	1	< 0.1%
3.437563342 × 10^-6	1	< 0.1%
3.595171893 × 10^-6	1	< 0.1%
3.653535908 × 10^-6	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.9168060748	1	< 0.1%
0.8178439682	1	< 0.1%
0.7763987359	1	< 0.1%
0.7226929932	1	< 0.1%
0.7132970211	1	< 0.1%
0.7015944239	1	< 0.1%
0.6913388563	1	< 0.1%
0.6486048928	1	< 0.1%
0.6314123437	1	< 0.1%

consnewareas
Real number (ℝ)

High correlation

Distinct	8550
Distinct (%)	82.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.013650766

Minimum	0
Maximum	1
Zeros	7
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	80.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0.00025381816
Q1	0.0010863456
median	0.0027034452
Q3	0.006999535
95-th percentile	0.055363597
Maximum	1
Range	1
Interquartile range (IQR)	0.0059131894

Descriptive statistics

Standard deviation	0.046501128
Coefficient of variation (CV)	3.4064849
Kurtosis	114.39677
Mean	0.013650766
Median Absolute Deviation (MAD)	0.0020169803
Skewness	9.0351171
Sum	141.09432
Variance	0.0021623549
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0006878023226	8	0.1%
0	7	0.1%
0.0004967461218	6	0.1%
0.001092077243	6	0.1%
0.001413815885	6	0.1%
0.000798614919	6	0.1%
0.0003056899211	5	< 0.1%
0.0007714849385	5	< 0.1%
0.0003966326727	5	< 0.1%
0.000976679298	5	< 0.1%
Other values (8540)	10277	99.4%

Value	Count	Frequency (%)
0	7	0.1%
5.731686021 × 10^-6	1	< 0.1%
6.113798423 × 10^-6	1	< 0.1%
7.260135627 × 10^-6	1	< 0.1%
8.406472831 × 10^-6	1	< 0.1%
9.552810035 × 10^-6	1	< 0.1%
1.146337204 × 10^-5	1	< 0.1%
1.184548444 × 10^-5	1	< 0.1%
1.260970925 × 10^-5	1	< 0.1%
1.413815885 × 10^-5	2	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.9365926502	1	< 0.1%
0.8131741657	1	< 0.1%
0.7721513425	1	< 0.1%
0.7678403504	1	< 0.1%
0.7206166071	1	< 0.1%
0.7144649796	1	< 0.1%
0.7069132922	1	< 0.1%
0.7034521181	1	< 0.1%
0.6641002724	1	< 0.1%

livarea
Real number (ℝ)

Skewed

Distinct	1825
Distinct (%)	17.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0026481106

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	80.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0.0016424682
Q1	0.0019263122
median	0.0021527495
Q3	0.0024876217
95-th percentile	0.0032040089
Maximum	1
Range	1
Interquartile range (IQR)	0.00056130951

Descriptive statistics

Standard deviation	0.015277099
Coefficient of variation (CV)	5.7690562
Kurtosis	3217.0907
Mean	0.0026481106
Median Absolute Deviation (MAD)	0.00026391115
Skewness	54.153152
Sum	27.370871
Variance	0.00023338975
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.001993286611	85	0.8%
0.002088964368	76	0.7%
0.00201720605	75	0.7%
0.002025179196	75	0.7%
0.002009232904	73	0.7%
0.002033152343	73	0.7%
0.001969367171	72	0.7%
0.001945447732	71	0.7%
0.002041125489	71	0.7%
0.001921528293	70	0.7%
Other values (1815)	9595	92.8%

Value	Count	Frequency (%)
0	1	< 0.1%
0.0002758708669	1	< 0.1%
0.0007893414978	1	< 0.1%
0.0008132609372	2	< 0.1%
0.0008371803765	1	< 0.1%
0.0008850192551	1	< 0.1%
0.0008906004577	1	< 0.1%
0.0008929924016	1	< 0.1%
0.000986278215	1	< 0.1%
0.001028535891	2	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.9287519634	1	< 0.1%
0.4594206712	1	< 0.1%
0.4421428628	1	< 0.1%
0.2228574162	1	< 0.1%
0.2178423071	1	< 0.1%
0.1892984428	1	< 0.1%
0.1054209423	1	< 0.1%
0.04791861012	1	< 0.1%
0.02910198452	2	< 0.1%

sportsvenue
Real number (ℝ)

High correlation

Distinct	736
Distinct (%)	7.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.031568714

Minimum	0.0004730369
Maximum	1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	80.9 KiB

Quantile statistics

Minimum	0.0004730369
5-th percentile	0.0059129612
Q1	0.012062441
median	0.018921476
Q3	0.030983917
95-th percentile	0.082781457
Maximum	1
Range	0.99952696
Interquartile range (IQR)	0.018921476

Descriptive statistics

Standard deviation	0.053664099
Coefficient of variation (CV)	1.699914
Kurtosis	71.53809
Mean	0.031568714
Median Absolute Deviation (MAD)	0.0082781457
Skewness	7.168372
Sum	326.29423
Variance	0.0028798355
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.01229895932	118	1.1%
0.01537369915	117	1.1%
0.0146641438	109	1.1%
0.01679280984	106	1.0%
0.01371807001	102	1.0%
0.01158940397	101	1.0%
0.01608325449	98	0.9%
0.01253547777	97	0.9%
0.01135288553	97	0.9%
0.0156102176	96	0.9%
Other values (726)	9295	89.9%

Value	Count	Frequency (%)
0.0004730368969	1	< 0.1%
0.0007095553453	3	< 0.1%
0.001182592242	3	< 0.1%
0.001419110691	3	< 0.1%
0.002128666036	10	0.1%
0.002365184484	16	0.2%
0.002601702933	8	0.1%
0.002838221381	25	0.2%
0.00307473983	20	0.2%
0.003311258278	21	0.2%

Value	Count	Frequency (%)
1	1	< 0.1%
0.9808420057	1	< 0.1%
0.8353831599	1	< 0.1%
0.8209555345	1	< 0.1%
0.8036896878	1	< 0.1%
0.7306054872	1	< 0.1%
0.7180700095	1	< 0.1%
0.6577578051	1	< 0.1%
0.6310312204	1	< 0.1%
0.610217597	1	< 0.1%

servicesnum
Real number (ℝ)

High correlation

Distinct	939
Distinct (%)	9.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.023988947

Minimum	0.00014997001
Maximum	1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	80.9 KiB

Quantile statistics

Minimum	0.00014997001
5-th percentile	0.0019496101
Q1	0.0044991002
median	0.0086982603
Q3	0.019346131
95-th percentile	0.088069886
Maximum	1
Range	0.99985003
Interquartile range (IQR)	0.014847031

Descriptive statistics

Standard deviation	0.058695579
Coefficient of variation (CV)	2.4467759
Kurtosis	75.803687
Mean	0.023988947
Median Absolute Deviation (MAD)	0.0052489502
Skewness	7.3832014
Sum	247.94976
Variance	0.003445171
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.003599280144	149	1.4%
0.004199160168	138	1.3%
0.00374925015	136	1.3%
0.004049190162	136	1.3%
0.003149370126	134	1.3%
0.003449310138	134	1.3%
0.002699460108	130	1.3%
0.002849430114	128	1.2%
0.004649070186	127	1.2%
0.004799040192	127	1.2%
Other values (929)	8997	87.0%

Value	Count	Frequency (%)
0.000149970006	11	0.1%
0.000299940012	7	0.1%
0.000449910018	6	0.1%
0.000599880024	24	0.2%
0.00074985003	18	0.2%
0.000899820036	26	0.3%
0.001049790042	50	0.5%
0.001199760048	77	0.7%
0.001349730054	57	0.6%
0.00149970006	65	0.6%

Value	Count	Frequency (%)
1	1	< 0.1%
0.9733053389	1	< 0.1%
0.9610077984	1	< 0.1%
0.9563587283	1	< 0.1%
0.9541091782	1	< 0.1%
0.9388122376	1	< 0.1%
0.8975704859	1	< 0.1%
0.8570785843	1	< 0.1%
0.6783143371	1	< 0.1%
0.6399220156	2	< 0.1%

roadslen
Real number (ℝ)

Distinct	4842
Distinct (%)	46.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.13416623

Minimum	0.00033350514
Maximum	1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	80.9 KiB

Quantile statistics

Minimum	0.00033350514
5-th percentile	0.029644059
Q1	0.070786466
median	0.11342207
Q3	0.17269502
95-th percentile	0.30876512
Maximum	1
Range	0.99966649
Interquartile range (IQR)	0.10190856

Descriptive statistics

Standard deviation	0.094670543
Coefficient of variation (CV)	0.70562124
Kurtosis	9.6294256
Mean	0.13416623
Median Absolute Deviation (MAD)	0.049449717
Skewness	2.2452161
Sum	1386.7422
Variance	0.0089625118
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1913106752	15	0.1%
0.1680865901	15	0.1%
0.03444198527	13	0.1%
0.1830943213	13	0.1%
0.1173331716	12	0.1%
0.1136949338	12	0.1%
0.06309310857	12	0.1%
0.08216353879	12	0.1%
0.1767880423	12	0.1%
0.1122396386	11	0.1%
Other values (4832)	10209	98.8%

Value	Count	Frequency (%)
0.000333505139	9	0.1%
0.001152108662	1	< 0.1%
0.001667525695	2	< 0.1%
0.002607403814	1	< 0.1%
0.002668041112	1	< 0.1%
0.002819634357	2	< 0.1%
0.003092502198	4	< 0.1%
0.003577600582	1	< 0.1%
0.004032380317	1	< 0.1%
0.004820665191	2	< 0.1%

Value	Count	Frequency (%)
1	3	< 0.1%
0.9997271322	3	< 0.1%
0.8645665949	1	< 0.1%
0.8523481794	1	< 0.1%
0.8368856684	1	< 0.1%
0.743110087	4	< 0.1%
0.6818057787	2	< 0.1%
0.6783191341	1	< 0.1%
0.6673741018	2	< 0.1%
0.6651608404	4	< 0.1%

livestock
Real number (ℝ)

High correlation Skewed

Distinct	9863
Distinct (%)	95.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0013516121

Minimum	1.9999985 × 10^-8
Maximum	1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	80.9 KiB

Quantile statistics

Minimum	1.9999985 × 10^-8
5-th percentile	7.8637442 × 10^-6
Q1	5.9803706 × 10^-5
median	0.00017632237
Q3	0.00049097964
95-th percentile	0.0049686126
Maximum	1
Range	0.99999998
Interquartile range (IQR)	0.00043117593

Descriptive statistics

Standard deviation	0.012905025
Coefficient of variation (CV)	9.5478764
Kurtosis	3914.9248
Mean	0.0013516121
Median Absolute Deviation (MAD)	0.00014520989
Skewness	56.889419
Sum	13.970262
Variance	0.00016653967
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.129997699 × 10^-6	4	< 0.1%
1.844998644 × 10^-6	4	< 0.1%
1.664998776 × 10^-5	4	< 0.1%
8.324993881 × 10^-6	3	< 0.1%
2.92549785 × 10^-5	3	< 0.1%
3.854997167 × 10^-6	3	< 0.1%
1.084499203 × 10^-5	3	< 0.1%
1.125499173 × 10^-5	3	< 0.1%
4.049997023 × 10^-7	3	< 0.1%
5.869995686 × 10^-6	3	< 0.1%
Other values (9853)	10303	99.7%

Value	Count	Frequency (%)
1.99999853 × 10^-8	2	< 0.1%
3.499997428 × 10^-8	1	< 0.1%
4.499996693 × 10^-8	2	< 0.1%
4.999996325 × 10^-8	2	< 0.1%
6.999994855 × 10^-8	1	< 0.1%
7.499994488 × 10^-8	2	< 0.1%
7.99999412 × 10^-8	2	< 0.1%
8.999993385 × 10^-8	3	< 0.1%
1.099999192 × 10^-7	1	< 0.1%
1.299999045 × 10^-7	2	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.5030089803	1	< 0.1%
0.5000239425	1	< 0.1%
0.2168271656	1	< 0.1%
0.09932668179	1	< 0.1%
0.09909967926	1	< 0.1%
0.09809110455	1	< 0.1%
0.09480244057	1	< 0.1%
0.0602709757	1	< 0.1%
0.05276847122	1	< 0.1%

harvest
Real number (ℝ)

High correlation Skewed

Distinct	10224
Distinct (%)	98.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0009309795

Minimum	2 × 10^-9
Maximum	1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	80.9 KiB

Quantile statistics

Minimum	2 × 10^-9
5-th percentile	3.3704475 × 10^-6
Q1	9.583805 × 10^-6
median	1.9383735 × 10^-5
Q3	4.5272735 × 10^-5
95-th percentile	0.00022718567
Maximum	1
Range	1
Interquartile range (IQR)	3.568893 × 10^-5

Descriptive statistics

Standard deviation	0.029495809
Coefficient of variation (CV)	31.682555
Kurtosis	1143.8973
Mean	0.0009309795
Median Absolute Deviation (MAD)	1.2489865 × 10^-5
Skewness	33.847086
Sum	9.6226041
Variance	0.00087000276
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	9	0.1%
1.100000001 × 10^-8	7	0.1%
5.800000006 × 10^-8	3	< 0.1%
1.870000002 × 10^-5	2	< 0.1%
9.82800001 × 10^-6	2	< 0.1%
7.299000007 × 10^-6	2	< 0.1%
3.953000004 × 10^-6	2	< 0.1%
7.583000008 × 10^-6	2	< 0.1%
1.168000001 × 10^-5	2	< 0.1%
9.319000009 × 10^-6	2	< 0.1%
Other values (10214)	10303	99.7%

Value	Count	Frequency (%)
2.000000002 × 10^-9	1	< 0.1%
2.700000003 × 10^-9	1	< 0.1%
4.000000004 × 10^-9	1	< 0.1%
5.200000005 × 10^-9	1	< 0.1%
6.000000006 × 10^-9	1	< 0.1%
6.300000006 × 10^-9	1	< 0.1%
8.000000008 × 10^-9	1	< 0.1%
9.200000009 × 10^-9	1	< 0.1%
1.100000001 × 10^-8	7	0.1%
1.300000001 × 10^-8	1	< 0.1%

Value	Count	Frequency (%)
1	9	0.1%
0.005371833025	1	< 0.1%
0.004698979005	1	< 0.1%
0.004648010005	1	< 0.1%
0.004558148005	1	< 0.1%
0.004424912274	1	< 0.1%
0.004395813594	1	< 0.1%
0.004327974724	1	< 0.1%
0.004149790714	1	< 0.1%
0.004049226544	1	< 0.1%

agrprod
Real number (ℝ)

High correlation

Distinct	10299
Distinct (%)	99.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.074168241

Minimum	0
Maximum	1
Zeros	22
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	80.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0.0031290989
Q1	0.013067215
median	0.043200585
Q3	0.096628591
95-th percentile	0.26125515
Maximum	1
Range	1
Interquartile range (IQR)	0.083561376

Descriptive statistics

Standard deviation	0.091170156
Coefficient of variation (CV)	1.2292344
Kurtosis	9.2170839
Mean	0.074168241
Median Absolute Deviation (MAD)	0.034269359
Skewness	2.5642405
Sum	766.60294
Variance	0.0083119974
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	22	0.2%
0.00693600866	2	< 0.1%
0.008209897161	2	< 0.1%
0.01219317371	2	< 0.1%
0.05285358444	2	< 0.1%
0.007595437925	2	< 0.1%
0.06066248948	2	< 0.1%
0.003675484802	2	< 0.1%
0.01056514623	2	< 0.1%
0.006558316628	2	< 0.1%
Other values (10289)	10296	99.6%

Value	Count	Frequency (%)
0	22	0.2%
5.340190963 × 10^-6	1	< 0.1%
2.757224913 × 10^-5	1	< 0.1%
2.984885686 × 10^-5	1	< 0.1%
3.226599592 × 10^-5	1	< 0.1%
3.240652726 × 10^-5	1	< 0.1%
4.072598266 × 10^-5	1	< 0.1%
4.991673237 × 10^-5	1	< 0.1%
7.054673325 × 10^-5	1	< 0.1%
0.0001459277446	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.8115547792	1	< 0.1%
0.8022619475	1	< 0.1%
0.7700690279	1	< 0.1%
0.73890966	1	< 0.1%
0.7340847413	1	< 0.1%
0.7286425527	1	< 0.1%
0.6960244695	1	< 0.1%
0.6863044507	1	< 0.1%
0.6825991451	1	< 0.1%

funds
Real number (ℝ)

High correlation

Distinct	9713
Distinct (%)	94.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0088004124

Minimum	4.3244813 × 10^-5
Maximum	1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	80.9 KiB

Quantile statistics

Minimum	4.3244813 × 10^-5
5-th percentile	0.0004511257
Q1	0.0011152886
median	0.0022432037
Q3	0.005182318
95-th percentile	0.029829925
Maximum	1
Range	0.99995676
Interquartile range (IQR)	0.0040670295

Descriptive statistics

Standard deviation	0.032660275
Coefficient of variation (CV)	3.711221
Kurtosis	212.50376
Mean	0.0088004124
Median Absolute Deviation (MAD)	0.0014052951
Skewness	11.965117
Sum	90.961063
Variance	0.0010666936
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0008008358512	4	< 0.1%
0.00129121267	3	< 0.1%
0.0005900173867	3	< 0.1%
0.0009433178292	3	< 0.1%
0.0002522076235	3	< 0.1%
0.00395924015	3	< 0.1%
0.0008778051644	3	< 0.1%
0.001124445825	3	< 0.1%
0.0008201185198	3	< 0.1%
0.001034728974	3	< 0.1%
Other values (9703)	10305	99.7%

Value	Count	Frequency (%)
4.324481324 × 10^-5	1	< 0.1%
4.364821635 × 10^-5	1	< 0.1%
4.889245677 × 10^-5	1	< 0.1%
5.752528329 × 10^-5	1	< 0.1%
8.068062172 × 10^-5	1	< 0.1%
9.633266234 × 10^-5	1	< 0.1%
9.738151042 × 10^-5	1	< 0.1%
0.0001020609865	1	< 0.1%
0.0001035939183	1	< 0.1%
0.0001146471635	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.7700236798	1	< 0.1%
0.7287283524	1	< 0.1%
0.6479309051	1	< 0.1%
0.5607280619	1	< 0.1%
0.5256051248	1	< 0.1%
0.4990460323	1	< 0.1%
0.4647101347	1	< 0.1%
0.4536418829	1	< 0.1%
0.4461912695	1	< 0.1%

hospitals
Real number (ℝ)

High correlation

Distinct	293
Distinct (%)	2.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.014743149

Minimum	0
Maximum	1
Zeros	3
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	80.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0.0013221684
Q1	0.0066108418
median	0.010577347
Q3	0.015425297
95-th percentile	0.029528427
Maximum	1
Range	1
Interquartile range (IQR)	0.0088144557

Descriptive statistics

Standard deviation	0.029592076
Coefficient of variation (CV)	2.0071747
Kurtosis	340.532
Mean	0.014743149
Median Absolute Deviation (MAD)	0.0044072279
Skewness	15.094315
Sum	152.38519
Variance	0.00087569095
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.007933010137	384	3.7%
0.007051564566	361	3.5%
0.0004407227854	340	3.3%
0.008373732922	339	3.3%
0.009695901278	320	3.1%
0.006610841781	320	3.1%
0.01057734685	316	3.1%
0.009255178493	302	2.9%
0.01101806963	294	2.8%
0.007492287351	283	2.7%
Other values (283)	7077	68.5%

Value	Count	Frequency (%)
0	3	< 0.1%
0.0004407227854	340	3.3%
0.0008814455707	142	1.4%
0.001322168356	90	0.9%
0.001762891141	80	0.8%
0.002203613927	100	1.0%
0.002644336712	143	1.4%
0.003085059498	116	1.1%
0.003525782283	141	1.4%
0.003966505068	126	1.2%

Value	Count	Frequency (%)
1	1	< 0.1%
0.8594094315	1	< 0.1%
0.7981489643	1	< 0.1%
0.757602468	1	< 0.1%
0.5676509476	1	< 0.1%
0.5288673424	1	< 0.1%
0.4909651829	1	< 0.1%
0.4676068753	1	< 0.1%
0.445570736	1	< 0.1%
0.4438078449	1	< 0.1%

beforeschool
Real number (ℝ)

High correlation

Distinct	4273
Distinct (%)	41.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.035030893

Minimum	0.00033492609
Maximum	1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	80.9 KiB

Quantile statistics

Minimum	0.00033492609
5-th percentile	0.0042423972
Q1	0.0089425267
median	0.015428929
Q3	0.029554437
95-th percentile	0.11942348
Maximum	1
Range	0.99966507
Interquartile range (IQR)	0.02061191

Descriptive statistics

Standard deviation	0.074923224
Coefficient of variation (CV)	2.1387757
Kurtosis	48.236569
Mean	0.035030893
Median Absolute Deviation (MAD)	0.0082782566
Skewness	6.2489096
Sum	362.07931
Variance	0.0056134895
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.01027106685	19	0.2%
0.009132318135	19	0.2%
0.005247175457	18	0.2%
0.009991961774	16	0.2%
0.008272674496	15	0.1%
0.008205689278	14	0.1%
0.00716741839	14	0.1%
0.0133412227	14	0.1%
0.006296610548	14	0.1%
0.01099674005	14	0.1%
Other values (4263)	10179	98.5%

Value	Count	Frequency (%)
0.000334926093	1	< 0.1%
0.001071763498	1	< 0.1%
0.001395525387	1	< 0.1%
0.001417853794	1	< 0.1%
0.001429017997	2	< 0.1%
0.001451346403	4	< 0.1%
0.001473674809	1	< 0.1%
0.001518331621	6	0.1%
0.001562988434	1	< 0.1%
0.001618809449	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.9412986201	1	< 0.1%
0.931730898	1	< 0.1%
0.9082972357	1	< 0.1%
0.8703501094	1	< 0.1%
0.858125307	1	< 0.1%
0.8251127585	1	< 0.1%
0.823326486	1	< 0.1%
0.8231590229	1	< 0.1%
0.8143504667	1	< 0.1%

factoriescap
Real number (ℝ)

High correlation

Distinct	10335
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.017058953

Minimum	4.6530838 × 10^-6
Maximum	1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	80.9 KiB

Quantile statistics

Minimum	4.6530838 × 10^-6
5-th percentile	0.00010850331
Q1	0.00050790219
median	0.0020310077
Q3	0.0083208499
95-th percentile	0.080539692
Maximum	1
Range	0.99999535
Interquartile range (IQR)	0.0078129477

Descriptive statistics

Standard deviation	0.05657858
Coefficient of variation (CV)	3.3166503
Kurtosis	58.110864
Mean	0.017058953
Median Absolute Deviation (MAD)	0.0018189456
Skewness	6.7148929
Sum	176.32133
Variance	0.0032011357
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.001003097723	2	< 0.1%
0.001736831258	1	< 0.1%
0.002515745611	1	< 0.1%
0.001355319514	1	< 0.1%
0.002013589377	1	< 0.1%
0.001207435059	1	< 0.1%
0.001119877193	1	< 0.1%
0.001078995446	1	< 0.1%
0.00119249939	1	< 0.1%
0.001340733224	1	< 0.1%
Other values (10325)	10325	99.9%

Value	Count	Frequency (%)
4.653083763 × 10^-6	1	< 0.1%
7.305677459 × 10^-6	1	< 0.1%
7.429210656 × 10^-6	1	< 0.1%
7.630096908 × 10^-6	1	< 0.1%
8.26198027 × 10^-6	1	< 0.1%
8.350601911 × 10^-6	1	< 0.1%
8.924194033 × 10^-6	1	< 0.1%
9.584090891 × 10^-6	1	< 0.1%
1.095696281 × 10^-5	1	< 0.1%
1.476579774 × 10^-5	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.8096382239	1	< 0.1%
0.7834796808	1	< 0.1%
0.7274662217	1	< 0.1%
0.7168002017	1	< 0.1%
0.7156079668	1	< 0.1%
0.6675728755	1	< 0.1%
0.663238924	1	< 0.1%
0.6585320954	1	< 0.1%
0.6147017387	1	< 0.1%

	agrprod	avgemployers	avgsalary	beforeschool	consnewareas	factoriescap	foodseats	funds	harvest	hospitals	livarea	livestock	popsize	retailturnover	roadslen	saldo	servicesnum	shoparea	sportsvenue
agrprod	1.000	0.039	-0.136	0.049	0.223	0.073	0.061	0.103	0.614	0.449	0.027	0.742	0.164	0.032	0.390	0.047	0.042	0.022	0.269
avgemployers	0.039	1.000	0.471	0.921	0.706	0.864	0.811	0.708	0.404	0.359	-0.332	-0.061	0.925	0.756	0.216	0.022	0.852	0.889	0.738
avgsalary	-0.136	0.471	1.000	0.423	0.302	0.583	0.368	0.492	-0.025	0.040	-0.015	-0.264	0.346	0.501	-0.047	0.140	0.353	0.401	0.263
beforeschool	0.049	0.921	0.423	1.000	0.719	0.759	0.821	0.722	0.435	0.399	-0.369	-0.032	0.948	0.747	0.238	-0.012	0.855	0.894	0.772
consnewareas	0.223	0.706	0.302	0.719	1.000	0.635	0.698	0.635	0.564	0.445	-0.112	0.112	0.765	0.643	0.338	0.164	0.657	0.677	0.690
factoriescap	0.073	0.864	0.583	0.759	0.635	1.000	0.678	0.624	0.345	0.262	-0.196	-0.072	0.755	0.690	0.177	0.078	0.702	0.735	0.622
foodseats	0.061	0.811	0.368	0.821	0.698	0.678	1.000	0.643	0.423	0.359	-0.237	-0.029	0.845	0.729	0.230	0.057	0.804	0.822	0.698
funds	0.103	0.708	0.492	0.722	0.635	0.624	0.643	1.000	0.362	0.365	-0.245	-0.007	0.699	0.577	0.131	0.069	0.629	0.648	0.626
harvest	0.614	0.404	-0.025	0.435	0.564	0.345	0.423	0.362	1.000	0.500	-0.093	0.415	0.555	0.362	0.437	0.068	0.392	0.401	0.534
hospitals	0.449	0.359	0.040	0.399	0.445	0.262	0.359	0.365	0.500	1.000	-0.026	0.355	0.461	0.303	0.491	-0.046	0.322	0.354	0.540
livarea	0.027	-0.332	-0.015	-0.369	-0.112	-0.196	-0.237	-0.245	-0.093	-0.026	1.000	-0.037	-0.357	-0.095	0.086	0.089	-0.322	-0.282	-0.198
livestock	0.742	-0.061	-0.264	-0.032	0.112	-0.072	-0.029	-0.007	0.415	0.355	-0.037	1.000	0.052	-0.111	0.313	-0.034	-0.046	-0.072	0.163
popsize	0.164	0.925	0.346	0.948	0.765	0.755	0.845	0.699	0.555	0.461	-0.357	0.052	1.000	0.765	0.303	0.022	0.875	0.909	0.816
retailturnover	0.032	0.756	0.501	0.747	0.643	0.690	0.729	0.577	0.362	0.303	-0.095	-0.111	0.765	1.000	0.214	0.116	0.734	0.808	0.651
roadslen	0.390	0.216	-0.047	0.238	0.338	0.177	0.230	0.131	0.437	0.491	0.086	0.313	0.303	0.214	1.000	0.000	0.193	0.241	0.310
saldo	0.047	0.022	0.140	-0.012	0.164	0.078	0.057	0.069	0.068	-0.046	0.089	-0.034	0.022	0.116	0.000	1.000	0.026	0.031	-0.017
servicesnum	0.042	0.852	0.353	0.855	0.657	0.702	0.804	0.629	0.392	0.322	-0.322	-0.046	0.875	0.734	0.193	0.026	1.000	0.899	0.728
shoparea	0.022	0.889	0.401	0.894	0.677	0.735	0.822	0.648	0.401	0.354	-0.282	-0.072	0.909	0.808	0.241	0.031	0.899	1.000	0.732
sportsvenue	0.269	0.738	0.263	0.772	0.690	0.622	0.698	0.626	0.534	0.540	-0.198	0.163	0.816	0.651	0.310	-0.017	0.728	0.732	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

	saldo	popsize	avgemployers	avgsalary	shoparea	foodseats	retailturnover	consnewareas	livarea	sportsvenue	servicesnum	roadslen	livestock	harvest	agrprod	funds	hospitals	beforeschool	factoriescap
0	-0.001334	0.015962	0.008129	0.031917	0.006436	0.019841	0.001469	0.003799	0.001658	0.033113	0.010948	0.249826	0.000402	0.000036	0.043174	0.001491	0.009255	0.013308	0.000388
1	-0.000352	0.016099	0.007394	0.032865	0.007145	0.021375	0.001420	0.003867	0.001690	0.032640	0.012148	0.249826	0.000387	0.000036	0.049982	0.000754	0.009255	0.013498	0.000411
2	-0.001057	0.016049	0.007319	0.034906	0.007167	0.022298	0.001710	0.003819	0.001722	0.026254	0.011098	0.249826	0.000396	0.000042	0.054919	0.001937	0.008814	0.012537	0.000454
3	0.001762	0.016007	0.007149	0.036721	0.007450	0.020068	0.001996	0.002178	0.001754	0.026254	0.012148	0.185338	0.000404	0.000037	0.049845	0.001227	0.008374	0.013140	0.000446
4	0.003827	0.015924	0.006479	0.042884	0.006557	0.025408	0.001931	0.004288	0.001786	0.026727	0.009598	0.194737	0.000379	0.000035	0.051328	0.001308	0.008374	0.012392	0.000568
5	0.009819	0.015907	0.006188	0.046704	0.006839	0.025437	0.002676	0.004601	0.001818	0.016793	0.008248	0.194737	0.000374	0.000037	0.055672	0.001456	0.008374	0.012392	0.000402
6	0.008208	0.015956	0.006318	0.051408	0.007001	0.025124	0.003142	0.003515	0.001834	0.016793	0.007648	0.194737	0.000369	0.000033	0.061776	0.001642	0.008374	0.012102	0.000410
7	0.006319	0.016088	0.006131	0.056149	0.007219	0.014941	0.003512	0.004078	0.001858	0.016793	0.007648	0.195434	0.000370	0.000046	0.077086	0.002184	0.007492	0.012147	0.000463
8	-0.003928	0.006118	0.003169	0.031102	0.002589	0.000937	0.000248	0.000351	0.002105	0.013482	0.008248	0.117030	0.000242	0.000008	0.023321	0.000238	0.005729	0.004242	0.000146
9	-0.002744	0.005966	0.002990	0.032525	0.002348	0.000937	0.000298	0.000292	0.002153	0.011116	0.008248	0.117030	0.000223	0.000006	0.041133	0.000176	0.004848	0.004242	0.000097

	saldo	popsize	avgemployers	avgsalary	shoparea	foodseats	retailturnover	consnewareas	livarea	sportsvenue	servicesnum	roadslen	livestock	harvest	agrprod	funds	hospitals	beforeschool	factoriescap
10326	0.110048	0.197213	0.188522	0.120580	0.106244	0.281224	0.027130	0.142729	0.001467	0.042337	0.083233	0.146136	0.001898	0.000066	0.059355	0.047417	0.033495	0.175713	0.079453
10327	0.038521	0.202071	0.183355	0.144142	0.160275	0.299744	0.057843	0.131549	0.001548	0.040208	0.078134	0.146136	0.001860	0.000076	0.070782	0.083366	0.033495	0.173358	0.077804
10328	0.138045	0.206397	0.186352	0.152248	0.160505	0.328462	0.062155	0.133773	0.001690	0.040918	0.081584	0.146136	0.000107	0.000073	0.080562	0.345859	0.032173	0.188441	0.076735
10329	-0.000352	0.015694	0.018407	0.091004	0.005274	0.011703	0.000222	0.000063	0.001778	0.020341	0.008698	0.135979	0.000017	0.000010	0.011139	0.001104	0.008374	0.016222	0.008391
10330	-0.002946	0.015344	0.018449	0.099355	0.005126	0.011987	0.000172	0.000218	0.001810	0.020341	0.008848	0.110784	0.000016	0.000006	0.009469	0.001263	0.008374	0.015686	0.010710
10331	-0.012311	0.045865	0.046337	0.068092	0.062396	0.058003	0.013749	0.010297	0.001746	0.028619	0.051290	0.046751	0.000127	0.000008	0.007173	0.002846	0.020273	0.052695	0.004141
10332	-0.010725	0.045865	0.043986	0.070597	0.064025	0.056270	0.015692	0.016730	0.001794	0.024361	0.051890	0.046751	0.000117	0.000009	0.009011	0.017149	0.018951	0.052695	0.004071
10333	-0.029079	0.045289	0.043704	0.083646	0.061536	0.055844	0.016179	0.005471	0.001842	0.024361	0.057439	0.046751	0.000006	0.000013	0.010110	0.006703	0.020273	0.054928	0.004516
10334	-0.024245	0.044985	0.043960	0.089670	0.055464	0.041471	0.018621	0.002833	0.001898	0.025071	0.055639	0.046751	0.000007	0.000008	0.007307	0.006589	0.020273	0.054749	0.004984
10335	-0.023465	0.044194	0.044136	0.096588	0.061564	0.041471	0.028462	0.002671	0.001985	0.025307	0.054589	0.046206	0.000005	0.000012	0.011247	0.006304	0.020714	0.055051	0.005150

Overview

Interactions

Correlations

Missing values

Sample

Overview

Variables

Interactions

Correlations

Missing values

Sample